Structural representative network for remote sensing image captioning

Jaya Sharma; Peketi Divya; Yenduri Sravani; B. H. Shekar; Krishna Mohan Chalavadi

doi:10.1117/12.2679283

7 June 2023 Structural representative network for remote sensing image captioning

Jaya Sharma, Peketi Divya, Yenduri Sravani, B. H. Shekar, Krishna Mohan Chalavadi

Proceedings Volume 12701, Fifteenth International Conference on Machine Vision (ICMV 2022); 127011Q (2023) https://doi.org/10.1117/12.2679283
Event: Fifteenth International Conference on Machine Vision (ICMV 2022), 2022, Rome, Italy

Abstract

Current encoder-decoder methods for remote sensing image captioning (RSIC) avoids fine-grained structural representation of objects due to the lack of prominent encoding frameworks. This paper proposes a novel structural representative network (SRN) for acquiring fine-grained structures of remote sensing images (RSI) for generating semantically meaningful captions. Initially, we employ SRN on top of the final layers of the convolutional neural network (CNN) for attaining the spatially transformed RSI features. A multi-stage decoder is incorporated into the extracted features of SRN to produce fine-grained meaningful captions. The efficacy of our proposed methodology is exhibited on two RSIC datasets, i.e Sydney-Captions dataset, and the UCM-Captions dataset.

Citation Download Citation

Jaya Sharma, Peketi Divya, Yenduri Sravani, B. H. Shekar, and Krishna Mohan Chalavadi "Structural representative network for remote sensing image captioning", Proc. SPIE 12701, Fifteenth International Conference on Machine Vision (ICMV 2022), 127011Q (7 June 2023); https://doi.org/10.1117/12.2679283

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
9 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Visualization

Semantics

Convolution

Image retrieval

Remote sensing

Data modeling

Image processing

Show All Keywords

Keywords/Phrases

Search In:

Publication Years